Prompt Libraries Can’t Be Your AI Strategy

Greg Twemlow argues that relying on pre-written prompt libraries is an ineffective AI strategy because it prioritises increased output over genuine human cognition. He suggests that simply distributing instructions leads to organisational drift, where the volume of content grows while shared judgment and quality standards decline. To combat this, he proposes the Context & Critique Rule, a discipline that ensures users maintain intellectual ownership by establishing context and applying rigorous evaluation before adopting AI results. His leadership briefing aims to shift organisations from mere tool adoption toward cognitive coherence, ensuring that AI use is grounded in transparent thinking rather than hollow automation. Ultimately, the goal is to foster shared mental frameworks that preserve integrity and professional standards as artificial intelligence scales. Read the article.About the Author - Greg Twemlow writes and teaches at the intersection of technology, education, and human judgment. He works with educators and businesses to make AI explainable and assessable in classrooms and boardrooms — to ensure AI users show their process and own their decisions. His cognition protocol, the Context & Critique Rule™, is built on a three-step process: Evidence → Cognition → Discernment — a bridge from what’s scattered to what’s chosen. Context & Critique → Accountable AI™. © 2025 Greg Twemlow. “Context & Critique → Accountable AI” and “Context & Critique Rule” are unregistered trademarks (™).